.png){kind=icon}
返回
A multi-objective immune algorithm with dynamic population strategy
.png){kind=icon}
PRE
AI
DOI：10.1016/j.swevo.2018.12.003.png)
.png){kind=icon}
原文求助.png){kind=icon}
分享.png){kind=icon}
收藏
摘要
En 中文
In this paper, we propose a multi-objective immune algorithm with dynamic population strategy, named MOIA-DPS, which introduces a control strategy of dynamic population size into multi-objective immune algorithm (MOIA). This scheme helps to compensate the lack of diversity due to the clonal principle in MOIA and adequately exploits the computational resource during the evolutionary progress. In MOIA-DPS, the status of external archive (full or not full) is used to decide the enlargement or the reduction of population size, so as to adaptively adjust the computational resource. Moreover, in order to further enhance the robustness of MOIA-DPS, we present an effective DE operator with two search models, called TDE, in which two search models such as rand/2/bin and rand/1/bin are alternatively exchanged according to a probability. When compared to four state-of-the-art heuristic algorithms, i.e., I-SDE +, MOEA/D-GRA, AbYSS, CMPSO, and four MOIAs, i.e., IMADE, DMMO, HEIA, and ALMA, MOIA-DPS was shown to present several advantages in solving different sets of benchmark problems.
Keyword:
Multi-objective optimization
Immune algorithm
Dynamic population strategy
Differential evolution
AI总结
对已上传原文的论文进行重点信息的提取，主要内容包括：简要概述、研究摘要、背景介绍、关键亮点、图文解析、展望与总结。
期刊
IF:
8.5
论文数:
2.2K
被引数:
1.0W
机构
引用论文
.png){kind=icon}
An immune multi-objective optimization algorithm with differential evolution inspired recombination一种基于差分进化重组的免疫多目标优化算法
PREAI
分享收藏A hybrid multi-objective AIS-based algorithm applied to simulation-based optimization of material handling system基于AIS的混合多目标算法在物料搬运系统仿真优化中的应用
PREAI
分享收藏Differential Evolution Algorithm With Strategy Adaptation for Global Numerical Optimization求解全局数值优化问题的策略自适应差分进化算法
OAAI
OAAI分享收藏分享收藏A survey on multi-objective evolutionary algorithms for the solution of the environmental/economic dispatch problems解决环境/经济调度问题的多目标进化算法综述
PREAI
分享收藏Multi objective evolutionary algorithm for designing energy efficient distribution transformers
PREAI
分享收藏分享收藏
查看更多内容